Why Single Agents Often Beat Multi-Agent Systems
Why many apparent multi-agent gains are really test-time compute gains, and when extra agents are still worth the complexity.
Why many apparent multi-agent gains are really test-time compute gains, and when extra agents are still worth the complexity.
Gated cyber models may buy defenders time, but history suggests the advantage will not last.
When machines master the ordinary, humans are freed to pursue the extraordinary. From photography to AI music to vibe coding, the same pattern repeats.
AI coding tools and autonomous agents are shipping faster than the guardrails meant to govern them. Here is where the risks are and what thoughtful adoption looks like.
Anthropic's gated Mythos release points at a larger shift: frontier intelligence may be governed like strategic infrastructure, with uneven consequences for firms, citizens, and states.
The AI debate keeps collapsing into hype, panic, and lazy binaries. The real issues are truth, work, power, and governance.
A practical guide to running AI coding agents safely and efficiently in a monorepo, including the wins, the configuration changes, and the common failure modes.
A practical walkthrough of using Server-Sent Events to stream an AI response from your server to a browser client without exposing API keys.